{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide1.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide2.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide3.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide4.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide5.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide6.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide7.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide8.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide9.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide10.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide11.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide12.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide13.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide14.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide15.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Convolution Demo Run\n",
    "___\n",
    "* This notebook shows a single run of the convolution using CNNDataflow IP.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    " \n",
    "* The input feature map is read from memory, processed and output feature map is captured for one single convolution command.   \n",
    "* The cycle count and efficiency for the full operation is read and displayed at the end.   \n",
    "* The input data in memory is set with random integers in this notebook to test the convolution run."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "#### Terminology\n",
    "| Term    | Description                              |\n",
    "| :------ | :--------------------------------------- |\n",
    "| IFM     | Input volume                             |\n",
    "| Weights | A set of filter volumes                  |\n",
    "| OFM     | Output volume.                           |\n",
    "\n",
    "#### Arguments\n",
    "| Convolution Arguments | Description                              |\n",
    "| --------------------- | ---------------------------------------- |\n",
    "| ifm-h, ifm-w          | Height and width of an input feature map in an IFM volume |\n",
    "| ifm-d                 | Depth of the IFM volume                  |\n",
    "| kernel-h, kernel-w    | Height and width of the weight filters   |\n",
    "| stride                | Stride for the IFM volume                |\n",
    "| pad                   | Pad for the IFM volume                   |\n",
    "| Channels              | Number of Weight sets/number of output feature maps |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Block diagram"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "![](../images/darius_bd.png)\n",
    "Figure 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Figure 1 presents a simplified block diagram including Darius CNN IP that is used for running convolution tasks. The Processing System (PS) represents the ARM processor, as well as the external DDR. The Programmable Logic (PL) incorporates the Darius IP for running convolution tasks, and an AXI Interconnect IP. The AXI_GP_0 is an AXILite interface for control signal communication between the ARM and the Darius IP. The data transfer happens through the AXI High Performance Bus, denoted as AXI_HP_0. __For more information about the Zynq architecture, visit:__ [Link](https://www.xilinx.com/support/documentation/user_guides/ug585-Zynq-7000-TRM.pdf)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "### Dataflow   \n",
    "\n",
    "The dataflow begins by creating an input volume, and a set of weights in python local memory. In Figure 1, these volumes are denoted as “ifm_sw”, and “weights_sw”, respectively. After populating random data, the ARM processor reshapes and copies these volumes into contiguous blocks of shared memory, represented as “ifm” and “weights” in Figure 1, using the “copy_and_reshape()” function. Once the data is accessible by the hardware, the PS starts the convolution operation by asserting the start bit of Darius IP, through the “AXI_GP_0” interface. Darius starts the processing by reading the “ifm” and “weights” volumes from the external memory and writing the results back to a pre-allocated location, shown as “ofm” in Figure 1.\n",
    "Notes:\n",
    "-\tWe presume the data in the “ifm_sw” and “weight_sw”, are populated in a row-major format. In order to get the correct results, these volumes have to be reshaped into an interleaved format, as expected by the Darius IP. \n",
    "-\tNo data reformatting is required for subsequent convolution calls to Darius, as it produces the “ofm” volume in the same format as it expects the “ifm” volume.\n",
    "-\tSince the shared memory region is accessible both by the PS and PL regions, one can perform any post-processing steps that may be required directly on the “ofm” volume without transferring data back-and-forth to the python local memory. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 1: Set the arguments for the convolution in CNNDataflow IP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "HOST CMD: CNNDataflow IP Arguments set are - IH 14, IW 14, ID 64, KH 3, KW 3, P 0, S 1, CH 32\n"
     ]
    }
   ],
   "source": [
    "# Input Feature Map (IFM) dimensions\n",
    "ifm_height = 14\n",
    "ifm_width = 14\n",
    "ifm_depth = 64\n",
    "\n",
    "# Kernel Window dimensions\n",
    "kernel_height = 3\n",
    "kernel_width = 3\n",
    "\n",
    "# Other arguments\n",
    "pad = 0\n",
    "stride = 1\n",
    "\n",
    "# Channels\n",
    "channels = 32\n",
    "\n",
    "print(\n",
    "    \"HOST CMD: CNNDataflow IP Arguments set are - IH %d, IW %d, ID %d, KH %d,\"\n",
    "    \" KW %d, P %d, S %d, CH %d\"\n",
    "    % (ifm_height, ifm_width, ifm_depth, kernel_height, kernel_width,\n",
    "       pad, stride, channels))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 2: Download `Darius Convolution IP` bitstream"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "require(['notebook/js/codecell'], function(codecell) {\n",
       "  codecell.CodeCell.options_default.highlight_modes[\n",
       "      'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n",
       "  Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n",
       "      Jupyter.notebook.get_cells().map(function(cell){\n",
       "          if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n",
       "  });\n",
       "});\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bitstream download status: True\n"
     ]
    }
   ],
   "source": [
    "from pynq import Overlay\n",
    "\n",
    "overlay = Overlay(\n",
    "    \"/opt/python3.6/lib/python3.6/site-packages/pynq/overlays/darius/\"\n",
    "    \"convolution.bit\")\n",
    "overlay.download()\n",
    "print(f'Bitstream download status: {overlay.is_loaded()}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 3:  Create MMIO object to access the CNNDataflow IP\n",
    "For more on MMIO visit: [MMIO Documentation](http://pynq.readthedocs.io/en/latest/overlay_design_methodology/pspl_interface.html#mmio)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Idle state: 0x4\n"
     ]
    }
   ],
   "source": [
    "from pynq import MMIO\n",
    "\n",
    "# Constants\n",
    "CNNDATAFLOW_BASEADDR = 0x43C00000\n",
    "NUM_COMMANDS_OFFSET = 0x60\n",
    "CMD_BASEADDR_OFFSET = 0x70\n",
    "CYCLE_COUNT_OFFSET = 0xd0\n",
    "\n",
    "cnn = MMIO(CNNDATAFLOW_BASEADDR, 65536)\n",
    "print(f'Idle state: {hex(cnn.read(0x0, 4))}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 4: Create Xlnk object \n",
    "Xlnk object (Memory Management Unit) for allocating contiguous array in memory for data transfer between software and hardware"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "<div class=\"alert alert-danger\">Note: You may run into problems if you exhaust and do not free memory buffers – we only have 128MB of contiguous memory, so calling the allocation twice (allocating 160MB) would lead to a “failed to allocate memory” error. Do a xlnk_reset() before re-allocating memory or running this cell twice  </div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "from pynq import Xlnk\n",
    "import numpy as np\n",
    "\n",
    "# Constant\n",
    "SIZE = 5000000  # 20 MB of numpy.uint32s\n",
    "mmu = Xlnk()\n",
    "\n",
    "cmd = mmu.cma_array(SIZE)\n",
    "ifm = mmu.cma_array(SIZE)\n",
    "weights = mmu.cma_array(SIZE)\n",
    "ofm = mmu.cma_array(SIZE)\n",
    "\n",
    "cmd_baseaddr = cmd.physical_address\n",
    "ifm_baseaddr = ifm.physical_address\n",
    "weights_baseaddr = weights.physical_address\n",
    "ofm_baseaddr = ofm.physical_address"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 5: Functions to print Xlnk statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available Memory (KB): 29708\n",
      "Available Buffers: 4\n"
     ]
    }
   ],
   "source": [
    "def get_kb(mmu):\n",
    "    return int(mmu.cma_stats()['CMA Memory Available'] // 1024)\n",
    "\n",
    "\n",
    "def get_bufcount(mmu):\n",
    "    return int(mmu.cma_stats()['Buffer Count'])\n",
    "\n",
    "\n",
    "def print_kb(mmu):\n",
    "    print(\"Available Memory (KB): \" + str(get_kb(mmu)))\n",
    "    print(\"Available Buffers: \" + str(get_bufcount(mmu)))\n",
    "\n",
    "\n",
    "print_kb(mmu)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 6: Construct convolution command\n",
    "Check that arguments are in supported range and construct convolution command for hardware"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All convolution arguments are in supported range\n",
      "Convolution command to CNNDataflow IP: \n",
      "b'\\x0e\\x00\\x0e\\x00\\x03\\x00\\x03\\x00\\x01\\x00\\x00\\x00\\x0c\\x00\\x0c\\x00\\x08\\x00\\x04\\x00\\x01\\x00\\x01\\x00\\x00\\x00\\xd0\\x17 \\x06\\x00\\x00\\x001\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00P\\x1a@\\x02\\x00\\x00\\x00\\x00\\x10\\x19@\\x02\\x00\\x00\\x00\\x12\\x00\\x00\\x00\\x00\\x00\\x00'\n"
     ]
    }
   ],
   "source": [
    "from darius import cnndataflow_lib\n",
    "\n",
    "conv = cnndataflow_lib.CNNDataflow(ifm_height, ifm_width, ifm_depth,\n",
    "                                   kernel_height, kernel_width, pad, stride,\n",
    "                                   channels, ifm_baseaddr, weights_baseaddr,\n",
    "                                   ofm_baseaddr)\n",
    "\n",
    "conv.construct_conv_cmd(ifm_height, ifm_width, ifm_depth, kernel_height,\n",
    "                        kernel_width, pad, stride, channels, ifm_baseaddr,\n",
    "                        weights_baseaddr, ofm_baseaddr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 7: Create IFM volume and weight volume.\n",
    "Volumes are created in software and populated with random values in a row-major format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "from random import *\n",
    "\n",
    "ifm_sw = np.empty(ifm_width * ifm_height * ifm_depth, dtype=np.int16)\n",
    "\n",
    "for i in range(0, ifm_depth):\n",
    "    for j in range(0, ifm_height):\n",
    "        for k in range(0, ifm_width):\n",
    "            index = i * ifm_height * ifm_width + j * ifm_width + k\n",
    "            ifm_sw[index] = randint(0, 255)\n",
    "\n",
    "weights_sw = np.empty(channels * ifm_depth * kernel_height * kernel_width,\n",
    "                      dtype=np.int16)\n",
    "\n",
    "for i in range(0, channels):\n",
    "    for j in range(0, ifm_depth):\n",
    "        for k in range(0, kernel_height * kernel_width):\n",
    "            addr = i * ifm_depth * kernel_height * kernel_width + \\\n",
    "                   j * kernel_height * kernel_width + k\n",
    "            weights_sw[addr] = randint(0, 255)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Reshape IFM volume and weights\n",
    "Volumes are reshaped from row-major format to IP format and data is copied to their respective shared buffer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "conv.reshape_and_copy_ifm(ifm_height, ifm_width, ifm_depth, ifm_sw, ifm)\n",
    "conv.reshape_and_copy_weights(kernel_height, kernel_width, ifm_depth,\n",
    "                              weights_sw, weights)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 8: Load  convolution command and start CNNDataflow IP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "state: IP IDLE; hence Starting IP\n"
     ]
    }
   ],
   "source": [
    "# Send convolution command to CNNDataflow IP\n",
    "conv.load_conv_cmd(cmd_baseaddr)\n",
    "\n",
    "# Load the number of commands and command physical address to offset addresses\n",
    "cnn.write(NUM_COMMANDS_OFFSET, 1)\n",
    "cnn.write(CMD_BASEADDR_OFFSET, cmd_baseaddr)\n",
    "\n",
    "# Start Convolution if CNNDataflow IP is in Idle state\n",
    "state = cnn.read(0x0)\n",
    "if state == 4: # Idle state\n",
    "    print(\"state: IP IDLE; hence Starting IP\")\n",
    "    start = cnn.write(0x0, 1) # Start IP\n",
    "    start\n",
    "else:\n",
    "    print(\"state %x: IP BUSY\" % state)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Check status of the CNNDataflow IP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "state: IP DONE\n"
     ]
    }
   ],
   "source": [
    "# Check if Convolution IP is in Done state\n",
    "state = cnn.read(0x0)\n",
    "if state == 6: # Done state\n",
    "    print(\"state: IP DONE\")\n",
    "else:\n",
    "    print(\"state %x: IP BUSY\" % state)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 9: Read back first few words of OFM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0xc47d\n",
      "0xe946\n",
      "0xc9cb\n",
      "0x3911\n"
     ]
    }
   ],
   "source": [
    "for i in range(0, 15, 4):\n",
    "    print(hex(ofm[i]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 10: Read cycle count and efficiency of the complete run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CNNDataflow IP cycles: 44196\n",
      "Effciency: 93.84%\n"
     ]
    }
   ],
   "source": [
    "hw_cycles = cnn.read(CYCLE_COUNT_OFFSET, 4)\n",
    "efficiency = conv.calc_efficiency(kernel_height, kernel_width, ifm_depth,\n",
    "                                  hw_cycles)\n",
    "print(\"CNNDataflow IP cycles: %d\\nEffciency: %.2f%%\" % (hw_cycles, efficiency))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Reset Xlnk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available Memory (KB): 106740\n",
      "Available Buffers: 0\n",
      "Cleared Memory!\n"
     ]
    }
   ],
   "source": [
    "mmu.xlnk_reset()\n",
    "print_kb(mmu)\n",
    "print(\"Cleared Memory!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide16.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide17.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide18.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide19.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide20.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Resizing an image\n",
    "This reference design illustrates how to run a kernel for resizing an image on the FPGA."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "## Hardware\n",
    "A simplified block diagram is shown below:\n",
    "\n",
    "![](../images/resize_bd.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "## Software\n",
    "The software enables users to run the kernel on the fpga and display the results in the notebook."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 1: Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import math\n",
    "import numpy as np\n",
    "import os\n",
    "import time\n",
    "from PIL import Image\n",
    "from matplotlib import pyplot\n",
    "import cv2\n",
    "from pynq import Xlnk\n",
    "from pynq import Overlay"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "\n",
    "### Step 2. Download the `Resize IP` bitstream"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "overlay = Overlay(\"/opt/python3.6/lib/python3.6/site-packages/pynq/overlays/resize/resize.bit\") \n",
    "dma = overlay.axi_dma_0\n",
    "kernel = overlay.resize_accel_0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 3: View image that is to be re-sized\n",
    "The picture pixel data can be read using `opencv` library.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23aa9110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original image size: 288x384 pixels.\n"
     ]
    }
   ],
   "source": [
    "interval_time = 0\n",
    "image_path = \"../images/img_l.png\"\n",
    "original_image = Image.open(image_path)\n",
    "original_array = np.array(original_image)\n",
    "original_image.close()\n",
    "\n",
    "pyplot.imshow(original_array, interpolation='nearest')\n",
    "pyplot.show()\n",
    "\n",
    "old_width, old_height = original_image.size\n",
    "print(\"Original image size: {}x{} pixels.\".format(old_height, old_width))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 4: Resize in software and  display the time profile\n",
    "__Note: The software example you will notice is quite slow.__ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31.5 ms ± 51.3 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "new_width, new_height = int(old_width/2), int(old_height/2)\n",
    "original_image = Image.open(image_path)\n",
    "\n",
    "%timeit resized_image = original_image.resize((new_width, new_height), Image.ANTIALIAS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Display SW re-sized image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23a6d830>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Resized image size: 144x192 pixels.\n"
     ]
    }
   ],
   "source": [
    "resized_image = original_image.resize((new_width, new_height), Image.ANTIALIAS)\n",
    "\n",
    "orig_image_array = np.array(original_image)\n",
    "resized_array = np.array(resized_image)\n",
    "original_image.close()\n",
    "\n",
    "pyplot.imshow(resized_array, interpolation='nearest')\n",
    "pyplot.show()\n",
    "\n",
    "width, height = resized_image.size\n",
    "print(\"Resized image size: {}x{} pixels.\".format(height, width))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 5: Allocating memory to process data on PL\n",
    "Data is provided through contiguous memory locations.\n",
    "\n",
    "The size of the buffer depends on the size of the input or output data.\n",
    "The image dimensions extracted from the read image are used to allocate contiguous memory as follows.\n",
    "We will use `cma_array` of the corresponding size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "xlnk = Xlnk()\n",
    "in_buffer = xlnk.cma_array(shape=(old_height, old_width, 3), dtype=np.uint8)\n",
    "out_buffer = xlnk.cma_array(shape=(new_height, new_width, 3), dtype=np.uint8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "__Note: In the following example, we are only dealing with one image. We will just send one image to the kernel and obtain the results.__\n",
    "\n",
    "__Also Note: The `orig_image_array` has to be copied into the contiguous memory array(deep copy).__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Display the image in buffer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3424ce10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interval_time = 0\n",
    "in_buffer[:] = orig_image_array\n",
    "\n",
    "pyplot.imshow(in_buffer)\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "\n",
    "### Step 6:  Resize in hardware and display image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2217dc10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kernel.write(0x10, old_height)\n",
    "kernel.write(0x18, old_width)\n",
    "kernel.write(0x20, new_height)\n",
    "kernel.write(0x28, new_width)\n",
    "\n",
    "def run_kernel():\n",
    "    dma.sendchannel.transfer(in_buffer)\n",
    "    dma.recvchannel.transfer(out_buffer)\n",
    "    kernel.write(0x00,0x81)\n",
    "    dma.sendchannel.wait()\n",
    "    dma.recvchannel.wait()\n",
    "\n",
    "run_kernel()\n",
    "\n",
    "pyplot.imshow(out_buffer)\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Step 7: Time profile resize in HW"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.24 ms ± 2.51 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "\n",
    "#src_rows\n",
    "kernel.write(0x10, old_height)\n",
    "#src_cols\n",
    "kernel.write(0x18, old_width)\n",
    "#dst_rows\n",
    "kernel.write(0x20, new_height)\n",
    "#dst_cols\n",
    "kernel.write(0x28, new_width)\n",
    "\n",
    "def run_kernel():\n",
    "    dma.sendchannel.transfer(in_buffer)\n",
    "    dma.recvchannel.transfer(out_buffer)\n",
    "    kernel.write(0x00,0x81)\n",
    "    dma.sendchannel.wait()\n",
    "    dma.recvchannel.wait()\n",
    "\n",
    "run_kernel()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Reset Xlnk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "xlnk.xlnk_reset()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide21.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide22.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide23.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide24.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide25.JPG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![](../images/w2slides/Slide26.JPG)"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
